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  • AI
    Artificial Intelligence

    Unlock retail intelligence by transforming data into actionable insights using generative AI with Amazon Q Business

    Artificial Intelligence

    Scale generative AI use cases, Part 1: Multi-tenant hub and spoke architecture using AWS Transit Gateway

    Artificial Intelligence

    Build a just-in-time knowledge base with Amazon Bedrock

    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

  • Apple

    July 9, 2025 – Apple executive changes, more

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    A cheaper Apple Vision is still a few years away

    A cheaper Apple Vision is still a few years away

    OpenAI is launching its own AI-centric web browser very soon, per report

    OpenAI is launching its own AI-centric web browser very soon, per report

    Perplexity launches Comet, its AI-based web browser

    Perplexity launches Comet, its AI-based web browser

    New M4 Vision Pro gives me hope that the most needed fix is coming

    New M4 Vision Pro gives me hope that the most needed fix is coming

    X CEO Linda Yaccarino is now X’s ex-CEO

    X CEO Linda Yaccarino is now X’s ex-CEO

    Apple is prepping a new Vision Pro with changes we don’t need

    Apple is prepping a new Vision Pro with changes we don’t need

  • ComputerWorld
    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

  • Gaming
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    Elden Ring blind playthrough in 2025

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    Escape From Tarkov blindsides players with immediately controversial ‘Hardcore Wipe’ that removes quests and disables most maps

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    More D&D Nerf Blasters | Nerd Immersion

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    The Legion Go S SteamOS is completing the Steam Deck’s mission to make handheld PC gaming genuinely convenient

    We’re all trapped in a prison of our own filth, which is why I’m eyeing this little arsenal of an electronics cleaning kit that’s on sale for less than $12

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

  • Retro Rewind
    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Art
    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Softness in Sculpture | Simon Kogan

    Softness in Sculpture | Simon Kogan

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    Generative art in Python: Fractal Trees

    Generative art in Python: Fractal Trees

  • Tech Deals
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    SanDisk 32GB SDHC Ultra Memory Card (10 Pack) Works with Bushnell Stealth P, Stealth X,…

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    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

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    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

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    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

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    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

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    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

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  • Tesla
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    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

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  • UFO
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    Qianwei Unicorn Gifts for Women 3D Crystal Ball 3.14” – 80mm Laser Unicorn Decor Glass Animals Unicorn Gifts Figurines Statue Stuff for Room Decorations Unicorn Night Light

    New tool allows public to report UFO sightings to the government

    New tool allows public to report UFO sightings to the government

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    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

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    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

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    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

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  • AI
    Artificial Intelligence

    Unlock retail intelligence by transforming data into actionable insights using generative AI with Amazon Q Business

    Artificial Intelligence

    Scale generative AI use cases, Part 1: Multi-tenant hub and spoke architecture using AWS Transit Gateway

    Artificial Intelligence

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    Artificial Intelligence

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    Artificial Intelligence

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    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

  • Apple

    July 9, 2025 – Apple executive changes, more

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    A cheaper Apple Vision is still a few years away

    A cheaper Apple Vision is still a few years away

    OpenAI is launching its own AI-centric web browser very soon, per report

    OpenAI is launching its own AI-centric web browser very soon, per report

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    Perplexity launches Comet, its AI-based web browser

    New M4 Vision Pro gives me hope that the most needed fix is coming

    New M4 Vision Pro gives me hope that the most needed fix is coming

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    X CEO Linda Yaccarino is now X’s ex-CEO

    Apple is prepping a new Vision Pro with changes we don’t need

    Apple is prepping a new Vision Pro with changes we don’t need

  • ComputerWorld
    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

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    How Microsoft is making Windows more resilient – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    Google finally gets strict about web server certificates – Computerworld

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    some tech jobs skyrocket, unemployment rate slides – Computerworld

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    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

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    Capgemini to buy WNS to boost its business process services with AI – Computerworld

  • Gaming
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    Elden Ring blind playthrough in 2025

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    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    The Legion Go S SteamOS is completing the Steam Deck’s mission to make handheld PC gaming genuinely convenient

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    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

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    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

  • Retro Rewind
    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Art
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    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

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    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

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    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

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    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Softness in Sculpture | Simon Kogan

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    Generative art in Python: Fractal Trees

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Home AI

How to Implement Cross-Lingual Transfer Learning with mBERT in Hugging Face Transformers

AI by AI
December 2, 2024
in AI
Reading Time: 5 mins read
125
A A
0

Cornellius Yudha Wijaya
2024-12-02 10:00:00
www.kdnuggets.com

How to Implement Cross-Lingual Transfer Learning with mBERT in Hugging Face TransformersHow to Implement Cross-Lingual Transfer Learning with mBERT in Hugging Face Transformers
Image by Editor | Ideogram

 

Let’s learn how to use mBERT from Hugging Face Transformers for Cross-Lingual Transfer Learning.

 

Preparation

 
You must install the package below for this tutorial, so use the provided code.

pip install transformers datasets

 

Then, you must install the PyTorch package, which could work in your environment.

With the package installed, we will get into the next part.

 

Cross-Lingual Transfer Learning with mBERT

 
You may already know the BERT model, one of the first language models for understanding human language, which has been used in many language-related tasks. mBERT is a unique BERT that has been trained in 104 different languages. That makes the mBERT model capable of understanding different languages while training in another language.

Let’s understand mBERT’s capabilities with this tutorial for cross-lingual tasks. We would go through with fine-tuning mBERT in English and applying it to classification tasks in French.

First, we would download the dataset in English and preprocess it.

from transformers import BertTokenizer, BertForSequenceClassification, Trainer, TrainingArguments
from datasets import load_dataset, DatasetDict
import torch

#Using XNLI dataset
dataset = load_dataset('xnli', 'en')
tokenizer = BertTokenizer.from_pretrained('bert-base-multilingual-cased')


def tokenize_function(examples):
    premise = [ex if isinstance(ex, str) else " ".join(ex) for ex in examples['premise']]
    hypothesis = [ex if isinstance(ex, str) else " ".join(ex) for ex in examples['hypothesis']]
   
    return tokenizer(premise, hypothesis, padding="max_length", truncation=True)

tokenized_datasets = dataset.map(tokenize_function, batched=True)
tokenized_datasets.set_format('torch', columns=['input_ids', 'attention_mask', 'label'])

 

For the sake of a quick training process, I would only use the subset of the dataset.

import random

random.seed(42)

train_indices = random.sample(range(len(tokenized_datasets['train'])), 1000)
val_indices = random.sample(range(len(tokenized_datasets['validation'])), 500)

train_dataset = tokenized_datasets['train'].select(train_indices)
val_dataset = tokenized_datasets['validation'].select(val_indices)

 

Then, we would download the mBERT model.

model = BertForSequenceClassification.from_pretrained('bert-base-multilingual-cased', num_labels=3)

 

Once the model is ready, we will fine-tune mBERT with the English dataset.

training_args = TrainingArguments(
    output_dir="./results",
    evaluation_strategy="epoch",
    learning_rate=2e-5,
    per_device_train_batch_size=16,
    per_device_eval_batch_size=16,
    num_train_epochs=3,
    weight_decay=0.01,
    fp16=True,
)

trainer = Trainer(
    model=model,
    args=training_args,
    train_dataset=train_dataset,
    eval_dataset=val_dataset,
)

trainer.train()

 

With the model ready, we would evaluate them against the French language dataset instead of the English one.

french_dataset = load_dataset('xnli', 'fr')

tokenized_french_dataset = french_dataset.map(tokenize_function, batched=True)
tokenized_french_dataset.set_format('torch', columns=['input_ids', 'attention_mask', 'label'])

french_val_dataset = tokenized_french_dataset['validation']

results = trainer.evaluate(french_val_dataset)
print(results)

 

Output>>
{'eval_loss': 1.0408061742782593, 'eval_runtime': 9.4173, 'eval_samples_per_second': 264.406, 'eval_steps_per_second': 16.565, 'epoch': 3.0}

 

The result seems promising, and the model can generalize well into another language into which it has yet to be trained.

Master the mBERT model to handle tasks involving multiple languages.

 

Additional Resources

 

 
 

Cornellius Yudha Wijaya is a data science assistant manager and data writer. While working full-time at Allianz Indonesia, he loves to share Python and data tips via social media and writing media. Cornellius writes on a variety of AI and machine learning topics.



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